Current state and future trends

Shane Dawson, Dragan Gašević, George Siemens, Srécko Joksimovíc

2014 · 324 citations · 18 references

Concepts

TL;DR

The emerging field of learning analytics is at the intersection of numerous academic disciplines, drawing on diverse methodologies, theories, and scientific assumptions. This paper evaluates the current state of learning analytics by analyzing articles and citations from LAK conferences and special issue journals, aiming to identify emerging trends and disciplinary hierarchies shaping the field. The authors performed citation analysis and structured mapping of LAK conference and special issue journal articles to identify emerging trends and disciplinary hierarchies. The analysis reveals fragmentation between computer science and education in conference and journal representation, shows that commonly cited papers are largely conceptual rather than empirical, and highlights the value of evaluating the field to guide under‑represented research areas and targeted funding.

Abstract

This paper provides an evaluation of the current state of the field of learning analytics through analysis of articles and citations occurring in the LAK conferences and identified special issue journals. The emerging field of learning analytics is at the intersection of numerous academic disciplines, and therefore draws on a diversity of methodologies, theories and underpinning scientific assumptions. Through citation analysis and structured mapping we aimed to identify the emergence of trends and disciplinary hierarchies that are influencing the development of the field to date. The results suggest that there is some fragmentation in the major disciplines (computer science and education) regarding conference and journal representation. The analyses also indicate that the commonly cited papers are of a more conceptual nature than empirical research reflecting the need for authors to define the learning analytics space. An evaluation of the current state of learning analytics provides numerous benefits for the development of the field, such as a guide for under-represented areas of research and to identify the disciplines that may require more strategic and targeted support and funding opportunities.

References

18